Dataset info
| Number of variables | 22 |
|---|---|
| Number of observations | 8950 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 176.0 B |
Variables types
| Numeric | 18 |
|---|---|
| Categorical | 1 |
| Boolean | 0 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 3 |
| Unsupported | 0 |
Warnings
CASH_ADV_AMOUNT has 4628 (51.7%) zeros | Zeros |
CASH_ADVANCE is highly correlated with CASH_ADV_AMOUNT (ρ = 0.9763639831) | Rejected |
CASH_ADVANCE_FREQUENCY has 4628 (51.7%) zeros | Zeros |
CASH_ADVANCE_TRX has 4628 (51.7%) zeros | Zeros |
INSTALLMENTS_PURCHASES has 3916 (43.8%) zeros | Zeros |
MONTHLY_AVG_PURCHASE has 2044 (22.8%) zeros | Zeros |
ONEOFF_PURCHASES is highly correlated with MONTHLY_AVG_PURCHASE (ρ = 0.9130598274) | Rejected |
ONEOFF_PURCHASES_FREQUENCY has 4302 (48.1%) zeros | Zeros |
PAYMENT_MIN_PAY is highly skewed (γ1 = 43.00419578) | Skewed |
PAYMENT_MIN_PAY has 240 (2.7%) zeros | Zeros |
PAYMENTS has 240 (2.7%) zeros | Zeros |
PRC_FULL_PAYMENT has 5903 (66.0%) zeros | Zeros |
PURCHASES is highly correlated with ONEOFF_PURCHASES (ρ = 0.9168445587) | Rejected |
PURCHASES_FREQUENCY has 2043 (22.8%) zeros | Zeros |
PURCHASES_INSTALLMENTS_FREQUENCY has 3915 (43.7%) zeros | Zeros |
PURCHASES_TRX has 2044 (22.8%) zeros | Zeros |
BALANCE
Numeric
| Distinct count | 8871 |
|---|---|
| Unique (%) | 99.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1564.474828 |
|---|---|
| Minimum | 0 |
| Maximum | 19043.13856 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.81451835 |
| Q1 | 128.2819155 |
| Median | 873.385231 |
| Q3 | 2054.140036 |
| 95-th percentile | 5909.111808 |
| Maximum | 19043.13856 |
| Range | 19043.13856 |
| Interquartile range | 1925.85812 |
Descriptive statistics
| Standard deviation | 2081.531879 |
|---|---|
| Coef of variation | 1.330498799 |
| Kurtosis | 7.6747513 |
| Mean | 1564.474828 |
| MAD | 1459.747302 |
| Skewness | 2.393386043 |
| Sum | 14002049.71 |
| Variance | 4332774.965 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 80 | 0.9% | |
| 1100.941072 | 1 | < 0.1% | |
| 40.074484 | 1 | < 0.1% | |
| 2093.844656 | 1 | < 0.1% | |
| 179.765708 | 1 | < 0.1% | |
| 12.654903 | 1 | < 0.1% | |
| 1893.704851 | 1 | < 0.1% | |
| 1571.218695 | 1 | < 0.1% | |
| 31.285608 | 1 | < 0.1% | |
| 1772.323491 | 1 | < 0.1% | |
| Other values (8861) | 8861 | 99.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 80 | 0.9% | |
| 0.000199 | 1 | < 0.1% | |
| 0.001146 | 1 | < 0.1% | |
| 0.001214 | 1 | < 0.1% | |
| 0.001289 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 19043.13856 | 1 | < 0.1% | |
| 18495.55855 | 1 | < 0.1% | |
| 16304.88925 | 1 | < 0.1% | |
| 16259.44857 | 1 | < 0.1% | |
| 16115.5964 | 1 | < 0.1% |
BALANCE_FREQUENCY
Numeric
| Distinct count | 43 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.8772707256 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.272727 |
| Q1 | 0.888889 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.111111 |
Descriptive statistics
| Standard deviation | 0.2369040027 |
|---|---|
| Coef of variation | 0.2700466296 |
| Kurtosis | 3.092369622 |
| Mean | 0.8772707256 |
| MAD | 0.1736723384 |
| Skewness | -2.023265519 |
| Sum | 7851.572994 |
| Variance | 0.05612350649 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 1 | 6211 | 69.4% | |
| 0.909091 | 410 | 4.6% | |
| 0.818182 | 278 | 3.1% | |
| 0.727273 | 223 | 2.5% | |
| 0.545455 | 219 | 2.4% | |
| 0.636364 | 209 | 2.3% | |
| 0.454545 | 172 | 1.9% | |
| 0.363636 | 170 | 1.9% | |
| 0.272727 | 151 | 1.7% | |
| 0.181818 | 146 | 1.6% | |
| Other values (33) | 761 | 8.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 80 | 0.9% | |
| 0.090909 | 67 | 0.7% | |
| 0.1 | 8 | 0.1% | |
| 0.111111 | 5 | 0.1% | |
| 0.125 | 9 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6211 | 69.4% | |
| 0.909091 | 410 | 4.6% | |
| 0.9 | 55 | 0.6% | |
| 0.888889 | 53 | 0.6% | |
| 0.875 | 57 | 0.6% |
CASH_ADV_AMOUNT
Numeric
| Distinct count | 4323 |
|---|---|
| Unique (%) | 48.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 88.97798368 |
|---|---|
| Minimum | 0 |
| Maximum | 3928.10098 |
| Zeros (%) | 51.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 99.08519648 |
| 95-th percentile | 425.5485622 |
| Maximum | 3928.10098 |
| Range | 3928.10098 |
| Interquartile range | 99.08519648 |
Descriptive statistics
| Standard deviation | 193.1361147 |
|---|---|
| Coef of variation | 2.170605657 |
| Kurtosis | 44.18167149 |
| Mean | 88.97798368 |
| MAD | 115.3419645 |
| Skewness | 4.944361178 |
| Sum | 796352.9539 |
| Variance | 37301.55882 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 16.14484475 | 1 | < 0.1% | |
| 251.4308613 | 1 | < 0.1% | |
| 217.2942326 | 1 | < 0.1% | |
| 115.4271851 | 1 | < 0.1% | |
| 161.2852262 | 1 | < 0.1% | |
| 118.7035502 | 1 | < 0.1% | |
| 163.2511244 | 1 | < 0.1% | |
| 628.5148048 | 1 | < 0.1% | |
| 49.961333 | 1 | < 0.1% | |
| Other values (4313) | 4313 | 48.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 1.292928727 | 1 | < 0.1% | |
| 1.503564 | 1 | < 0.1% | |
| 1.510284417 | 1 | < 0.1% | |
| 1.510556917 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3928.10098 | 1 | < 0.1% | |
| 2693.865496 | 1 | < 0.1% | |
| 2440.175763 | 1 | < 0.1% | |
| 2381.277231 | 1 | < 0.1% | |
| 2274.707147 | 1 | < 0.1% |
CASH_ADVANCE
Highly correlated
This variable is highly correlated with CASH_ADV_AMOUNT and should be ignored for analysis
| Correlation | 0.9763639831 |
|---|
CASH_ADVANCE_FREQUENCY
Numeric
| Distinct count | 54 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1351442003 |
|---|---|
| Minimum | 0 |
| Maximum | 1.5 |
| Zeros (%) | 51.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.222222 |
| 95-th percentile | 0.583333 |
| Maximum | 1.5 |
| Range | 1.5 |
| Interquartile range | 0.222222 |
Descriptive statistics
| Standard deviation | 0.2001213881 |
|---|---|
| Coef of variation | 1.480798937 |
| Kurtosis | 3.334734328 |
| Mean | 0.1351442003 |
| MAD | 0.1528463515 |
| Skewness | 1.828686266 |
| Sum | 1209.540593 |
| Variance | 0.04004856999 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 0.083333 | 1021 | 11.4% | |
| 0.166667 | 759 | 8.5% | |
| 0.25 | 578 | 6.5% | |
| 0.333333 | 439 | 4.9% | |
| 0.416667 | 273 | 3.1% | |
| 0.5 | 215 | 2.4% | |
| 0.583333 | 142 | 1.6% | |
| 0.666667 | 125 | 1.4% | |
| 0.090909 | 70 | 0.8% | |
| Other values (44) | 700 | 7.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 0.083333 | 1021 | 11.4% | |
| 0.090909 | 70 | 0.8% | |
| 0.1 | 39 | 0.4% | |
| 0.111111 | 29 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.5 | 1 | < 0.1% | |
| 1.25 | 1 | < 0.1% | |
| 1.166667 | 2 | < 0.1% | |
| 1.142857 | 1 | < 0.1% | |
| 1.125 | 1 | < 0.1% |
CASH_ADVANCE_TRX
Numeric
| Distinct count | 65 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.248826816 |
|---|---|
| Minimum | 0 |
| Maximum | 123 |
| Zeros (%) | 51.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 15 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 6.824646744 |
|---|---|
| Coef of variation | 2.100649598 |
| Kurtosis | 61.64686248 |
| Mean | 3.248826816 |
| MAD | 4.002914191 |
| Skewness | 5.721298203 |
| Sum | 29077 |
| Variance | 46.57580318 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 1 | 887 | 9.9% | |
| 2 | 620 | 6.9% | |
| 3 | 436 | 4.9% | |
| 4 | 384 | 4.3% | |
| 5 | 308 | 3.4% | |
| 6 | 246 | 2.7% | |
| 7 | 205 | 2.3% | |
| 8 | 171 | 1.9% | |
| 10 | 150 | 1.7% | |
| Other values (55) | 915 | 10.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4628 | 51.7% | |
| 1 | 887 | 9.9% | |
| 2 | 620 | 6.9% | |
| 3 | 436 | 4.9% | |
| 4 | 384 | 4.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 123 | 3 | < 0.1% | |
| 110 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% |
CREDIT_LIMIT
Numeric
| Distinct count | 205 |
|---|---|
| Unique (%) | 2.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4494.282473 |
|---|---|
| Minimum | 50 |
| Maximum | 30000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1600 |
| Median | 3000 |
| Q3 | 6500 |
| 95-th percentile | 12000 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range | 4900 |
Descriptive statistics
| Standard deviation | 3638.646702 |
|---|---|
| Coef of variation | 0.809616824 |
| Kurtosis | 2.837370718 |
| Mean | 4494.282473 |
| MAD | 2838.84651 |
| Skewness | 1.52263595 |
| Sum | 40223828.13 |
| Variance | 13239749.82 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 3000 | 785 | 8.8% | |
| 1500 | 722 | 8.1% | |
| 1200 | 621 | 6.9% | |
| 1000 | 614 | 6.9% | |
| 2500 | 612 | 6.8% | |
| 4000 | 506 | 5.7% | |
| 6000 | 463 | 5.2% | |
| 5000 | 389 | 4.3% | |
| 2000 | 371 | 4.1% | |
| 7500 | 277 | 3.1% | |
| Other values (195) | 3590 | 40.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 50 | 1 | < 0.1% | |
| 150 | 5 | 0.1% | |
| 200 | 3 | < 0.1% | |
| 300 | 14 | 0.2% | |
| 400 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 30000 | 2 | < 0.1% | |
| 28000 | 1 | < 0.1% | |
| 25000 | 1 | < 0.1% | |
| 23000 | 2 | < 0.1% | |
| 22500 | 1 | < 0.1% |
INSTALLMENTS_PURCHASES
Numeric
| Distinct count | 4452 |
|---|---|
| Unique (%) | 49.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 411.0676447 |
|---|---|
| Minimum | 0 |
| Maximum | 22500 |
| Zeros (%) | 43.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 89 |
| Q3 | 468.6375 |
| 95-th percentile | 1750.0875 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range | 468.6375 |
Descriptive statistics
| Standard deviation | 904.3381152 |
|---|---|
| Coef of variation | 2.199973963 |
| Kurtosis | 96.57517753 |
| Mean | 411.0676447 |
| MAD | 482.8530134 |
| Skewness | 7.299119909 |
| Sum | 3679055.42 |
| Variance | 817827.4266 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3916 | 43.8% | |
| 100 | 14 | 0.2% | |
| 300 | 14 | 0.2% | |
| 200 | 14 | 0.2% | |
| 150 | 12 | 0.1% | |
| 125 | 11 | 0.1% | |
| 75 | 9 | 0.1% | |
| 225 | 8 | 0.1% | |
| 350 | 8 | 0.1% | |
| 450 | 8 | 0.1% | |
| Other values (4442) | 4936 | 55.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3916 | 43.8% | |
| 1.95 | 1 | < 0.1% | |
| 4.44 | 1 | < 0.1% | |
| 4.8 | 1 | < 0.1% | |
| 6.33 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 22500 | 1 | < 0.1% | |
| 15497.19 | 1 | < 0.1% | |
| 14686.1 | 1 | < 0.1% | |
| 13184.43 | 1 | < 0.1% | |
| 12738.47 | 1 | < 0.1% |
LIMIT_USAGE
Numeric
| Distinct count | 8871 |
|---|---|
| Unique (%) | 99.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3888836388 |
|---|---|
| Minimum | 0 |
| Maximum | 15.90995114 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.002942983188 |
| Q1 | 0.041493866 |
| Median | 0.3027203298 |
| Q3 | 0.7175712839 |
| 95-th percentile | 0.9666855542 |
| Maximum | 15.90995114 |
| Range | 15.90995114 |
| Interquartile range | 0.6760774179 |
Descriptive statistics
| Standard deviation | 0.3897215686 |
|---|---|
| Coef of variation | 1.002154706 |
| Kurtosis | 279.6098891 |
| Mean | 0.3888836388 |
| MAD | 0.314582534 |
| Skewness | 7.416990716 |
| Sum | 3480.508567 |
| Variance | 0.151882901 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 80 | 0.9% | |
| 0.6244706578 | 1 | < 0.1% | |
| 0.9751073289 | 1 | < 0.1% | |
| 0.028122261 | 1 | < 0.1% | |
| 0.176516258 | 1 | < 0.1% | |
| 0.03877549481 | 1 | < 0.1% | |
| 0.03087907427 | 1 | < 0.1% | |
| 0.04338096267 | 1 | < 0.1% | |
| 0.7487229662 | 1 | < 0.1% | |
| 0.7930285695 | 1 | < 0.1% | |
| Other values (8861) | 8861 | 99.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 80 | 0.9% | |
| 4.975e-08 | 1 | < 0.1% | |
| 1.618666667e-07 | 1 | < 0.1% | |
| 7.64e-07 | 1 | < 0.1% | |
| 8.593333333e-07 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 15.90995114 | 1 | < 0.1% | |
| 2.325421833 | 1 | < 0.1% | |
| 2.033580108 | 1 | < 0.1% | |
| 1.718885963 | 1 | < 0.1% | |
| 1.570210437 | 1 | < 0.1% |
MINIMUM_PAYMENTS
Numeric
| Distinct count | 8636 |
|---|---|
| Unique (%) | 96.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 844.9067666 |
|---|---|
| Minimum | 0.019163 |
| Maximum | 76406.20752 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.019163 |
|---|---|
| 5-th percentile | 74.6441173 |
| Q1 | 170.8576542 |
| Median | 312.343947 |
| Q3 | 788.7135007 |
| 95-th percentile | 2719.566935 |
| Maximum | 76406.20752 |
| Range | 76406.18836 |
| Interquartile range | 617.8558465 |
Descriptive statistics
| Standard deviation | 2332.792322 |
|---|---|
| Coef of variation | 2.761005609 |
| Kurtosis | 293.7202868 |
| Mean | 844.9067666 |
| MAD | 847.6727246 |
| Skewness | 13.8524465 |
| Sum | 7561915.561 |
| Variance | 5441920.016 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 312.343947 | 314 | 3.5% | |
| 299.351881 | 2 | < 0.1% | |
| 140.596138 | 1 | < 0.1% | |
| 111.691332 | 1 | < 0.1% | |
| 129.682608 | 1 | < 0.1% | |
| 872.760983 | 1 | < 0.1% | |
| 144.896661 | 1 | < 0.1% | |
| 176.765922 | 1 | < 0.1% | |
| 1666.085318 | 1 | < 0.1% | |
| 125.3494 | 1 | < 0.1% | |
| Other values (8626) | 8626 | 96.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.019163 | 1 | < 0.1% | |
| 0.037744 | 1 | < 0.1% | |
| 0.05588 | 1 | < 0.1% | |
| 0.059481 | 1 | < 0.1% | |
| 0.117036 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 76406.20752 | 1 | < 0.1% | |
| 61031.6186 | 1 | < 0.1% | |
| 56370.04117 | 1 | < 0.1% | |
| 50260.75947 | 1 | < 0.1% | |
| 43132.72823 | 1 | < 0.1% |
MONTHLY_AVG_PURCHASE
Numeric
| Distinct count | 6289 |
|---|---|
| Unique (%) | 70.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 86.17517288 |
|---|---|
| Minimum | 0 |
| Maximum | 4086.630833 |
| Zeros (%) | 22.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.399375 |
| Median | 31.93666667 |
| Q3 | 97.22833333 |
| 95-th percentile | 339.2500417 |
| Maximum | 4086.630833 |
| Range | 4086.630833 |
| Interquartile range | 93.82895833 |
Descriptive statistics
| Standard deviation | 180.5087866 |
|---|---|
| Coef of variation | 2.094672752 |
| Kurtosis | 107.8007683 |
| Mean | 86.17517288 |
| MAD | 92.12093085 |
| Skewness | 8.004529658 |
| Sum | 771267.7973 |
| Variance | 32583.42202 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2044 | 22.8% | |
| 3.804166667 | 25 | 0.3% | |
| 12.5 | 14 | 0.2% | |
| 50 | 13 | 0.1% | |
| 5 | 13 | 0.1% | |
| 25 | 12 | 0.1% | |
| 8.333333333 | 12 | 0.1% | |
| 10 | 10 | 0.1% | |
| 16.66666667 | 10 | 0.1% | |
| 9.5 | 9 | 0.1% | |
| Other values (6279) | 6788 | 75.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2044 | 22.8% | |
| 0.0008333333333 | 3 | < 0.1% | |
| 0.0009090909091 | 1 | < 0.1% | |
| 0.004166666667 | 1 | < 0.1% | |
| 0.02 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4086.630833 | 1 | < 0.1% | |
| 3420.866667 | 1 | < 0.1% | |
| 3336.725833 | 1 | < 0.1% | |
| 3241.8925 | 1 | < 0.1% | |
| 2927.596667 | 1 | < 0.1% |
ONEOFF_PURCHASES
Highly correlated
This variable is highly correlated with MONTHLY_AVG_PURCHASE and should be ignored for analysis
| Correlation | 0.9130598274 |
|---|
ONEOFF_PURCHASES_FREQUENCY
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2024576836 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 48.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.083333 |
| Q3 | 0.3 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.3 |
Descriptive statistics
| Standard deviation | 0.2983360652 |
|---|---|
| Coef of variation | 1.473572452 |
| Kurtosis | 1.161845601 |
| Mean | 0.2024576836 |
| MAD | 0.2329477937 |
| Skewness | 1.535612784 |
| Sum | 1811.996268 |
| Variance | 0.08900440779 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4302 | 48.1% | |
| 0.083333 | 1104 | 12.3% | |
| 0.166667 | 592 | 6.6% | |
| 1 | 481 | 5.4% | |
| 0.25 | 418 | 4.7% | |
| 0.333333 | 355 | 4.0% | |
| 0.416667 | 244 | 2.7% | |
| 0.5 | 235 | 2.6% | |
| 0.583333 | 197 | 2.2% | |
| 0.666667 | 167 | 1.9% | |
| Other values (37) | 855 | 9.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4302 | 48.1% | |
| 0.083333 | 1104 | 12.3% | |
| 0.090909 | 56 | 0.6% | |
| 0.1 | 39 | 0.4% | |
| 0.111111 | 26 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 481 | 5.4% | |
| 0.916667 | 151 | 1.7% | |
| 0.909091 | 4 | < 0.1% | |
| 0.9 | 1 | < 0.1% | |
| 0.888889 | 2 | < 0.1% |
PAYMENT_MIN_PAY
Numeric
| Distinct count | 8711 |
|---|---|
| Unique (%) | 97.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.059164108 |
|---|---|
| Minimum | 0 |
| Maximum | 6840.528861 |
| Zeros (%) | 2.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2773658108 |
| Q1 | 0.9132754946 |
| Median | 2.032716823 |
| Q3 | 6.052728819 |
| 95-th percentile | 20.95323521 |
| Maximum | 6840.528861 |
| Range | 6840.528861 |
| Interquartile range | 5.139453325 |
Descriptive statistics
| Standard deviation | 118.1805256 |
|---|---|
| Coef of variation | 13.04541172 |
| Kurtosis | 2078.956312 |
| Mean | 9.059164108 |
| MAD | 11.09640939 |
| Skewness | 43.00419578 |
| Sum | 81079.51876 |
| Variance | 13966.63663 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 240 | 2.7% | |
| 8.542200201 | 1 | < 0.1% | |
| 0.9717347667 | 1 | < 0.1% | |
| 8.096440639 | 1 | < 0.1% | |
| 0.6752038902 | 1 | < 0.1% | |
| 8.435840921 | 1 | < 0.1% | |
| 0.5262525252 | 1 | < 0.1% | |
| 15.2517368 | 1 | < 0.1% | |
| 0.4904814866 | 1 | < 0.1% | |
| 64.8573273 | 1 | < 0.1% | |
| Other values (8701) | 8701 | 97.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 240 | 2.7% | |
| 0.0007304230455 | 1 | < 0.1% | |
| 0.001847673413 | 1 | < 0.1% | |
| 0.002481982882 | 1 | < 0.1% | |
| 0.003507330989 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6840.528861 | 1 | < 0.1% | |
| 5367.043208 | 1 | < 0.1% | |
| 4707.141559 | 1 | < 0.1% | |
| 2846.533661 | 1 | < 0.1% | |
| 2470.504187 | 1 | < 0.1% |
PAYMENTS
Numeric
| Distinct count | 8711 |
|---|---|
| Unique (%) | 97.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1733.143852 |
|---|---|
| Minimum | 0 |
| Maximum | 50721.48336 |
| Zeros (%) | 2.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 89.98892395 |
| Q1 | 383.276166 |
| Median | 856.901546 |
| Q3 | 1901.134317 |
| 95-th percentile | 6082.090595 |
| Maximum | 50721.48336 |
| Range | 50721.48336 |
| Interquartile range | 1517.858151 |
Descriptive statistics
| Standard deviation | 2895.063757 |
|---|---|
| Coef of variation | 1.670411693 |
| Kurtosis | 54.77073581 |
| Mean | 1733.143852 |
| MAD | 1553.741531 |
| Skewness | 5.907619794 |
| Sum | 15511637.48 |
| Variance | 8381394.157 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 240 | 2.7% | |
| 806.587482 | 1 | < 0.1% | |
| 836.812414 | 1 | < 0.1% | |
| 139.607827 | 1 | < 0.1% | |
| 107.242408 | 1 | < 0.1% | |
| 433.860714 | 1 | < 0.1% | |
| 402.20014 | 1 | < 0.1% | |
| 308.886492 | 1 | < 0.1% | |
| 238.695115 | 1 | < 0.1% | |
| 197.86349 | 1 | < 0.1% | |
| Other values (8701) | 8701 | 97.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 240 | 2.7% | |
| 0.049513 | 1 | < 0.1% | |
| 0.056466 | 1 | < 0.1% | |
| 2.389583 | 1 | < 0.1% | |
| 3.500505 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 50721.48336 | 1 | < 0.1% | |
| 46930.59824 | 1 | < 0.1% | |
| 40627.59524 | 1 | < 0.1% | |
| 39461.9658 | 1 | < 0.1% | |
| 39048.59762 | 1 | < 0.1% |
PRC_FULL_PAYMENT
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1537146485 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 66.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.142857 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.142857 |
Descriptive statistics
| Standard deviation | 0.2924991962 |
|---|---|
| Coef of variation | 1.902871321 |
| Kurtosis | 2.432395301 |
| Mean | 0.1537146485 |
| MAD | 0.2137870147 |
| Skewness | 1.942819941 |
| Sum | 1375.746104 |
| Variance | 0.0855557798 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 5903 | 66.0% | |
| 1 | 488 | 5.5% | |
| 0.083333 | 426 | 4.8% | |
| 0.166667 | 166 | 1.9% | |
| 0.25 | 156 | 1.7% | |
| 0.5 | 156 | 1.7% | |
| 0.090909 | 153 | 1.7% | |
| 0.333333 | 134 | 1.5% | |
| 0.1 | 94 | 1.1% | |
| 0.2 | 83 | 0.9% | |
| Other values (37) | 1191 | 13.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5903 | 66.0% | |
| 0.083333 | 426 | 4.8% | |
| 0.090909 | 153 | 1.7% | |
| 0.1 | 94 | 1.1% | |
| 0.111111 | 61 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 488 | 5.5% | |
| 0.916667 | 77 | 0.9% | |
| 0.909091 | 19 | 0.2% | |
| 0.9 | 16 | 0.2% | |
| 0.888889 | 12 | 0.1% |
PURCHASE_TYPE
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| oneoff_installment | |
|---|---|
| installment | |
| none |
| Value | Count | Frequency (%) | |
| oneoff_installment | 2774 | 31.0% | |
| installment | 2260 | 25.3% | |
| none | 2042 | 22.8% | |
| oneoff | 1874 | 20.9% |
| Max length | 18 |
|---|---|
| Mean length | 10.52558659 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
PURCHASES
Highly correlated
This variable is highly correlated with ONEOFF_PURCHASES and should be ignored for analysis
| Correlation | 0.9168445587 |
|---|
PURCHASES_FREQUENCY
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4903505484 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 22.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.083333 |
| Median | 0.5 |
| Q3 | 0.916667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.833334 |
Descriptive statistics
| Standard deviation | 0.4013707474 |
|---|---|
| Coef of variation | 0.8185383879 |
| Kurtosis | -1.638630948 |
| Mean | 0.4903505484 |
| MAD | 0.368256228 |
| Skewness | 0.06016423586 |
| Sum | 4388.637408 |
| Variance | 0.1610984768 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2178 | 24.3% | |
| 0 | 2043 | 22.8% | |
| 0.083333 | 677 | 7.6% | |
| 0.916667 | 396 | 4.4% | |
| 0.5 | 395 | 4.4% | |
| 0.166667 | 392 | 4.4% | |
| 0.833333 | 373 | 4.2% | |
| 0.333333 | 367 | 4.1% | |
| 0.25 | 345 | 3.9% | |
| 0.583333 | 316 | 3.5% | |
| Other values (37) | 1468 | 16.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2043 | 22.8% | |
| 0.083333 | 677 | 7.6% | |
| 0.090909 | 43 | 0.5% | |
| 0.1 | 27 | 0.3% | |
| 0.111111 | 18 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2178 | 24.3% | |
| 0.916667 | 396 | 4.4% | |
| 0.909091 | 28 | 0.3% | |
| 0.9 | 24 | 0.3% | |
| 0.888889 | 18 | 0.2% |
PURCHASES_INSTALLMENTS_FREQUENCY
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3644373416 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 43.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.166667 |
| Q3 | 0.75 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.75 |
Descriptive statistics
| Standard deviation | 0.3974477797 |
|---|---|
| Coef of variation | 1.090579187 |
| Kurtosis | -1.398632185 |
| Mean | 0.3644373416 |
| MAD | 0.361672884 |
| Skewness | 0.509201165 |
| Sum | 3261.714207 |
| Variance | 0.1579647376 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3915 | 43.7% | |
| 1 | 1331 | 14.9% | |
| 0.416667 | 388 | 4.3% | |
| 0.916667 | 345 | 3.9% | |
| 0.833333 | 311 | 3.5% | |
| 0.5 | 310 | 3.5% | |
| 0.166667 | 305 | 3.4% | |
| 0.666667 | 292 | 3.3% | |
| 0.75 | 291 | 3.3% | |
| 0.083333 | 275 | 3.1% | |
| Other values (37) | 1187 | 13.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3915 | 43.7% | |
| 0.083333 | 275 | 3.1% | |
| 0.090909 | 12 | 0.1% | |
| 0.1 | 6 | 0.1% | |
| 0.111111 | 9 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1331 | 14.9% | |
| 0.916667 | 345 | 3.9% | |
| 0.909091 | 25 | 0.3% | |
| 0.9 | 19 | 0.2% | |
| 0.888889 | 28 | 0.3% |
PURCHASES_TRX
Numeric
| Distinct count | 173 |
|---|---|
| Unique (%) | 1.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.7098324 |
|---|---|
| Minimum | 0 |
| Maximum | 358 |
| Zeros (%) | 22.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 7 |
| Q3 | 17 |
| 95-th percentile | 57 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 24.85764911 |
|---|---|
| Coef of variation | 1.689866236 |
| Kurtosis | 34.79310026 |
| Mean | 14.7098324 |
| MAD | 14.64307743 |
| Skewness | 4.630655266 |
| Sum | 131653 |
| Variance | 617.9027193 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2044 | 22.8% | |
| 1 | 667 | 7.5% | |
| 12 | 570 | 6.4% | |
| 2 | 379 | 4.2% | |
| 6 | 352 | 3.9% | |
| 3 | 314 | 3.5% | |
| 4 | 285 | 3.2% | |
| 7 | 275 | 3.1% | |
| 8 | 267 | 3.0% | |
| 5 | 267 | 3.0% | |
| Other values (163) | 3530 | 39.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2044 | 22.8% | |
| 1 | 667 | 7.5% | |
| 2 | 379 | 4.2% | |
| 3 | 314 | 3.5% | |
| 4 | 285 | 3.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 358 | 1 | < 0.1% | |
| 347 | 1 | < 0.1% | |
| 344 | 1 | < 0.1% | |
| 309 | 1 | < 0.1% | |
| 308 | 1 | < 0.1% |
TENURE
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 11.51731844 |
|---|---|
| Minimum | 6 |
| Maximum | 12 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| Median | 12 |
| Q3 | 12 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.338330769 |
|---|---|
| Coef of variation | 0.1162015947 |
| Kurtosis | 7.694823186 |
| Mean | 11.51731844 |
| MAD | 0.8180239069 |
| Skewness | -2.943017288 |
| Sum | 103080 |
| Variance | 1.791129248 |
| Memory size | 70.0 KiB |
| Value | Count | Frequency (%) | |
| 12 | 7584 | 84.7% | |
| 11 | 365 | 4.1% | |
| 10 | 236 | 2.6% | |
| 6 | 204 | 2.3% | |
| 8 | 196 | 2.2% | |
| 7 | 190 | 2.1% | |
| 9 | 175 | 2.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 204 | 2.3% | |
| 7 | 190 | 2.1% | |
| 8 | 196 | 2.2% | |
| 9 | 175 | 2.0% | |
| 10 | 236 | 2.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 7584 | 84.7% | |
| 11 | 365 | 4.1% | |
| 10 | 236 | 2.6% | |
| 9 | 175 | 2.0% | |
| 8 | 196 | 2.2% |
First rows
| BALANCE | BALANCE_FREQUENCY | CASH_ADV_AMOUNT | CASH_ADVANCE | CASH_ADVANCE_FREQUENCY | CASH_ADVANCE_TRX | CREDIT_LIMIT | INSTALLMENTS_PURCHASES | LIMIT_USAGE | MINIMUM_PAYMENTS | MONTHLY_AVG_PURCHASE | ONEOFF_PURCHASES | ONEOFF_PURCHASES_FREQUENCY | PAYMENT_MIN_PAY | PAYMENTS | PRC_FULL_PAYMENT | PURCHASE_TYPE | PURCHASES | PURCHASES_FREQUENCY | PURCHASES_INSTALLMENTS_FREQUENCY | PURCHASES_TRX | TENURE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40.900749 | 0.818182 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 95.40 | 0.040901 | 139.509787 | 7.950000 | 0.00 | 0.000000 | 1.446508 | 201.802084 | 0.000000 | installment | 95.40 | 0.166667 | 0.083333 | 2 | 12 |
| 1 | 3202.467416 | 0.909091 | 536.912124 | 6442.945483 | 0.250000 | 4 | 7000.0 | 0.00 | 0.457495 | 1072.340217 | 0.000000 | 0.00 | 0.000000 | 3.826241 | 4103.032597 | 0.222222 | none | 0.00 | 0.000000 | 0.000000 | 0 | 12 |
| 2 | 2495.148862 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 7500.0 | 0.00 | 0.332687 | 627.284787 | 64.430833 | 773.17 | 1.000000 | 0.991682 | 622.066742 | 0.000000 | oneoff | 773.17 | 1.000000 | 0.000000 | 12 | 12 |
| 3 | 1666.670542 | 0.636364 | 17.149001 | 205.788017 | 0.083333 | 1 | 7500.0 | 0.00 | 0.222223 | 312.343947 | 124.916667 | 1499.00 | 0.083333 | 0.000000 | 0.000000 | 0.000000 | oneoff | 1499.00 | 0.083333 | 0.000000 | 1 | 12 |
| 4 | 817.714335 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1200.0 | 0.00 | 0.681429 | 244.791237 | 1.333333 | 16.00 | 0.083333 | 2.771075 | 678.334763 | 0.000000 | oneoff | 16.00 | 0.083333 | 0.000000 | 1 | 12 |
| 5 | 1809.828751 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1800.0 | 1333.28 | 1.005460 | 2407.246035 | 111.106667 | 0.00 | 0.000000 | 0.581601 | 1400.057770 | 0.000000 | installment | 1333.28 | 0.666667 | 0.583333 | 8 | 12 |
| 6 | 627.260806 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 13500.0 | 688.38 | 0.046464 | 198.065894 | 590.917500 | 6402.63 | 1.000000 | 32.081820 | 6354.314328 | 1.000000 | oneoff_installment | 7091.01 | 1.000000 | 1.000000 | 64 | 12 |
| 7 | 1823.652743 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 2300.0 | 436.20 | 0.792892 | 532.033990 | 36.350000 | 0.00 | 0.000000 | 1.276357 | 679.065082 | 0.000000 | installment | 436.20 | 1.000000 | 1.000000 | 12 | 12 |
| 8 | 1014.926473 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 7000.0 | 200.00 | 0.144989 | 311.963409 | 71.790833 | 661.49 | 0.083333 | 2.206280 | 688.278568 | 0.000000 | oneoff_installment | 861.49 | 0.333333 | 0.250000 | 5 | 12 |
| 9 | 152.225975 | 0.545455 | 0.000000 | 0.000000 | 0.000000 | 0 | 11000.0 | 0.00 | 0.013839 | 100.302262 | 106.800000 | 1281.60 | 0.166667 | 11.612605 | 1164.770591 | 0.000000 | oneoff | 1281.60 | 0.166667 | 0.000000 | 3 | 12 |
Last rows
| BALANCE | BALANCE_FREQUENCY | CASH_ADV_AMOUNT | CASH_ADVANCE | CASH_ADVANCE_FREQUENCY | CASH_ADVANCE_TRX | CREDIT_LIMIT | INSTALLMENTS_PURCHASES | LIMIT_USAGE | MINIMUM_PAYMENTS | MONTHLY_AVG_PURCHASE | ONEOFF_PURCHASES | ONEOFF_PURCHASES_FREQUENCY | PAYMENT_MIN_PAY | PAYMENTS | PRC_FULL_PAYMENT | PURCHASE_TYPE | PURCHASES | PURCHASES_FREQUENCY | PURCHASES_INSTALLMENTS_FREQUENCY | PURCHASES_TRX | TENURE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8940 | 130.838554 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 591.24 | 0.130839 | 82.771320 | 98.540000 | 0.00 | 0.000000 | 5.745025 | 475.523262 | 1.00 | installment | 591.24 | 1.000000 | 0.833333 | 6 | 6 |
| 8941 | 5967.475270 | 0.833333 | 1425.901554 | 8555.409326 | 0.666667 | 13 | 9000.0 | 214.55 | 0.663053 | 861.949906 | 35.758333 | 0.00 | 0.000000 | 1.120950 | 966.202912 | 0.00 | installment | 214.55 | 0.833333 | 0.666667 | 5 | 6 |
| 8942 | 40.829749 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 113.28 | 0.040830 | 86.283101 | 18.880000 | 0.00 | 0.000000 | 1.095102 | 94.488828 | 0.25 | installment | 113.28 | 1.000000 | 0.833333 | 6 | 6 |
| 8943 | 5.871712 | 0.500000 | 0.000000 | 0.000000 | 0.000000 | 0 | 500.0 | 0.00 | 0.011743 | 43.473717 | 3.483333 | 20.90 | 0.166667 | 1.348973 | 58.644883 | 0.00 | oneoff | 20.90 | 0.166667 | 0.000000 | 1 | 6 |
| 8944 | 193.571722 | 0.833333 | 0.000000 | 0.000000 | 0.000000 | 0 | 4000.0 | 0.00 | 0.048393 | 312.343947 | 168.788333 | 1012.73 | 0.333333 | 0.000000 | 0.000000 | 0.00 | oneoff | 1012.73 | 0.333333 | 0.000000 | 2 | 6 |
| 8945 | 28.493517 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 291.12 | 0.028494 | 48.886365 | 48.520000 | 0.00 | 0.000000 | 6.660231 | 325.594462 | 0.50 | installment | 291.12 | 1.000000 | 0.833333 | 6 | 6 |
| 8946 | 19.183215 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 300.00 | 0.019183 | 312.343947 | 50.000000 | 0.00 | 0.000000 | 0.883197 | 275.861322 | 0.00 | installment | 300.00 | 1.000000 | 0.833333 | 6 | 6 |
| 8947 | 23.398673 | 0.833333 | 0.000000 | 0.000000 | 0.000000 | 0 | 1000.0 | 144.40 | 0.023399 | 82.418369 | 24.066667 | 0.00 | 0.000000 | 0.986076 | 81.270775 | 0.25 | installment | 144.40 | 0.833333 | 0.666667 | 5 | 6 |
| 8948 | 13.457564 | 0.833333 | 6.093130 | 36.558778 | 0.166667 | 2 | 500.0 | 0.00 | 0.026915 | 55.755628 | 0.000000 | 0.00 | 0.000000 | 0.942505 | 52.549959 | 0.25 | none | 0.00 | 0.000000 | 0.000000 | 0 | 6 |
| 8949 | 372.708075 | 0.666667 | 21.173335 | 127.040008 | 0.333333 | 2 | 1200.0 | 0.00 | 0.310590 | 88.288956 | 182.208333 | 1093.25 | 0.666667 | 0.715439 | 63.165404 | 0.00 | oneoff | 1093.25 | 0.666667 | 0.000000 | 23 | 6 |